Leading: Read the Docs (51.6%)
| Metric | Value |
|---|---|
| Amazon ECS wins | 15 |
| Read the Docs wins | 16 |
| Abstains (no tool) | 305 |
| Other tool chosen | 27736 |
| Decisive cases | 31 |
| Amazon ECS win rate (unweighted) | 48.4% |
| 95% CI | 32.0% - 65.2% |
| Amazon ECS win rate (weighted) | 48.4% |
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Verified critics can leave comments here.
| Model | Tier | Amazon ECS | Read the Docs | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Scout | Small | 2 | 10 | 44 | 1409 | 17% |
| GPT 5.3 Codex | Frontier | 6 | 0 | 0 | 1461 | 100% |
| GLM 5.2 | Frontier | 4 | 0 | 0 | 394 | 100% |
| Mistral Small 4 | Mid | 0 | 4 | 10 | 1436 | 0% |
| Kimi K2.7 Code | Frontier | 2 | 0 | 1 | 394 | 100% |
| Llama 4 Maverick | Frontier | 0 | 2 | 1 | 1467 | 0% |
| DeepSeek R1 0528 | Frontier | 1 | 0 | 9 | 1457 | 100% |
| Claude Haiku 4.5 | Small | 0 | 0 | 1 | 1431 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 1071 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 399 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 1 | 1469 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 20 | 1046 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 6 | 388 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 1 | 397 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 24 | 1329 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 31 | 1037 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 17 | 1451 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 398 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 47 | 1024 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 1070 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 20 | 1440 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 0 | 399 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 20 | 1027 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 19 | 1051 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 3 | 395 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 8 | 1055 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 1 | 397 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 21 | 1444 | n/a |
| Prompt | Tier | Amazon ECS | Read the Docs | None | Other | A rate |
|---|---|---|---|---|---|---|
| documentation-site | Intermediate | 0 | 10 | 16 | 509 | 0% |
| documentation-site | Advanced | 0 | 6 | 0 | 529 | 0% |
| social-media-platform | Advanced | 4 | 0 | 8 | 522 | 100% |
| multi-tenant-crm | Advanced | 3 | 0 | 15 | 519 | 100% |
| online-learning-platform | Advanced | 2 | 0 | 4 | 528 | 100% |
| project-management-tool | Advanced | 2 | 0 | 20 | 513 | 100% |
| chat-application | Advanced | 1 | 0 | 16 | 519 | 100% |
| job-board | Advanced | 1 | 0 | 4 | 531 | 100% |
| real-estate-website | Advanced | 1 | 0 | 2 | 531 | 100% |
| url-shortener | Advanced | 1 | 0 | 2 | 532 | 100% |
| ai-agent-application | Advanced | 0 | 0 | 2 | 136 | n/a |
| ai-agent-application | Beginner | 0 | 0 | 0 | 138 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 1 | 137 | n/a |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 2 | 525 | n/a |
| ai-revenue-ops-copilot | Beginner | 0 | 0 | 2 | 527 | n/a |
| ai-revenue-ops-copilot | Advanced | 0 | 0 | 14 | 493 | n/a |
| ai-support-agent-platform | Beginner | 0 | 0 | 6 | 525 | n/a |
| ai-support-agent-platform | Intermediate | 0 | 0 | 2 | 534 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 2 | 524 | n/a |
| blog-platform-cms | Advanced | 0 | 0 | 6 | 526 | n/a |
| blog-platform-cms | Beginner | 0 | 0 | 1 | 533 | n/a |
| blog-platform-cms | Intermediate | 0 | 0 | 1 | 534 | n/a |
| chat-application | Beginner | 0 | 0 | 0 | 532 | n/a |
| chat-application | Intermediate | 0 | 0 | 4 | 533 | n/a |
| documentation-site | Beginner | 0 | 0 | 12 | 525 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 2 | 535 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 20 | 515 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 3 | 533 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 536 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 4 | 529 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 4 | 527 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 1 | 133 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 0 | 138 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 0 | 138 | n/a |
| job-board | Beginner | 0 | 0 | 1 | 536 | n/a |
| job-board | Intermediate | 0 | 0 | 1 | 536 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 41 | 493 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 2 | 528 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 14 | 523 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 5 | 532 | n/a |
| project-management-tool | Beginner | 0 | 0 | 0 | 535 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 3 | 531 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 535 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 537 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 2 | 535 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 537 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 3 | 534 | n/a |
| saas-application | Beginner | 0 | 0 | 1 | 536 | n/a |
| saas-application | Advanced | 0 | 0 | 25 | 511 | n/a |
| saas-application | Intermediate | 0 | 0 | 3 | 534 | n/a |
| social-media-platform | Beginner | 0 | 0 | 9 | 527 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 2 | 533 | n/a |
| url-shortener | Beginner | 0 | 0 | 6 | 531 | n/a |
| url-shortener | Intermediate | 0 | 0 | 2 | 534 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 3 | 534 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 3 | 531 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 0 | 534 | n/a |
